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mcp/harbor
LangChain

memory mcp for LangChain

io.github.yuvalsuede/memory-mcp

Persistent memory + git snapshots for Claude Code. Never lose context or code.

client:LangChain transport:stdio runtime:npm

Install memory mcp in LangChain

pip install langchain-mcp-adapters 

from langchain_mcp_adapters.client import MultiServerMCPClient

client = MultiServerMCPClient({
        "memory-mcp": {
            "transport": "stdio",
            "command": "npx",
            "args": ["-y", "claude-code-memory"],
        }
})

tools = await client.get_tools()

get_tools() returns the server's tools as LangChain tools, ready for an agent. LangChain docs

memory mcp in other clients

memory mcp MCP server